Model Context Protocol: A Primer for the Developers

April 25, 2025

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The Model Context Protocol (MCP) is on its way to becoming the gold standard for integrating external resources into agentic workflows. While developers can use large language model (LLM)-specific mechanisms to incorporate tools, MCP is fast becoming the REST equivalent of integration.

This series introduces Python developers to the fundamentals of MCP and its architecture. I will start with MCP’s motivation and high-level architecture, followed by a detailed, hands-on implementation of servers and clients.

What Is Model Context Protocol?

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